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Most blockchains hit a storage limit. The Internet Computer scales past it. David Derler explains how the IC reaches: - 2 TB per subnet - 94 TB total replicated capacity - Fully onchain compute and data

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DFINITY Foundation

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39,157 görüntüleme • 8 ay önce •via X (Twitter)

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Running software fully onchain requires two things: Compute capacity and storage capacity. The Internet Computer uses fully replicated storage: → All nodes store a complete copy of the data → Smart contracts can directly read and write → Feels like RAM in a program that runs forever → Enables interactive Web3 experiences like Web2 This is different from distributed storage where not all nodes have all the data. Replicated storage lets smart contracts compute on data during execution.
1:36

Running software fully onchain requires two things: Compute capacity and storage capacity. The Internet Computer uses fully replicated storage: → All nodes store a complete copy of the data → Smart contracts can directly read and write → Feels like RAM in a program that runs forever → Enables interactive Web3 experiences like Web2 This is different from distributed storage where not all nodes have all the data. Replicated storage lets smart contracts compute on data during execution.

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The Internet Computer's storage capacity has grown dramatically. At launch: ~50GB per subnet Today: 2TB per subnet (40x increase) With 47 subnets (94TB total replicated storage capacity), no other blockchain comes close to this amount of fully replicated storage. Plus: Distributed storage coming soon for static assets that don't need smart contract access. Both storage types. One platform.
1:30

The Internet Computer's storage capacity has grown dramatically. At launch: ~50GB per subnet Today: 2TB per subnet (40x increase) With 47 subnets (94TB total replicated storage capacity), no other blockchain comes close to this amount of fully replicated storage. Plus: Distributed storage coming soon for static assets that don't need smart contract access. Both storage types. One platform.

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Most dApps still host their frontends on centralized servers. Raymond Khalife from DFINITY Foundation explains how the Internet Computer serves web frontends directly from smart contracts using: - HTTP gateways - Certified data - The Asset Canister Apps like OpenChat ∞ and ICP Ninja already run fully onchain.
4:26

Most dApps still host their frontends on centralized servers. Raymond Khalife from DFINITY Foundation explains how the Internet Computer serves web frontends directly from smart contracts using: - HTTP gateways - Certified data - The Asset Canister Apps like OpenChat ∞ and ICP Ninja already run fully onchain.

DFINITY Foundation

39,020 görüntüleme • 8 ay önce

One of the key guarantees of SEV Subnets on the Internet Computer: the node operators running the hardware cannot access your data. Not as a policy commitment. Not via audit. As a technical property of how the subnet works. Björn Tackmann explains what that actually means, and why it changes what you can build on cloud infrastructure. Full interview below.
1:15

One of the key guarantees of SEV Subnets on the Internet Computer: the node operators running the hardware cannot access your data. Not as a policy commitment. Not via audit. As a technical property of how the subnet works. Björn Tackmann explains what that actually means, and why it changes what you can build on cloud infrastructure. Full interview below.

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Trading is one of the clearest use cases for blockchains, and Decibel is proving it. A fully onchain trading engine, competing with centralized exchange performance levels, now past $4.9B in total volume. Aptos Labs' avery.apt 🇺🇸 with Tony Edward (Thinking Crypto Podcast)'s Tony Edward
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Trading is one of the clearest use cases for blockchains, and Decibel is proving it. A fully onchain trading engine, competing with centralized exchange performance levels, now past $4.9B in total volume. Aptos Labs' avery.apt 🇺🇸 with Tony Edward (Thinking Crypto Podcast)'s Tony Edward

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Internet Computer Is Very Close to 300 Billion Transactions Internet Computer (DFINITY Foundation) is often praised for its scalability and rightfully so... The protocol has reached 293 billion total transactions, with roughly 7 billion left to reach the 300B mark. With the blockchain processing over 2.5K txs per second, ICP is ahead of most blockchains in scalability. For context, Solana processes 1,285 tx/s and is regarded as one of the fastest Layer 1 chains in the crypto space. In the meantime, 300B total transactions will represent a significant milestone for the platform.
0:30

Internet Computer Is Very Close to 300 Billion Transactions Internet Computer (DFINITY Foundation) is often praised for its scalability and rightfully so... The protocol has reached 293 billion total transactions, with roughly 7 billion left to reach the 300B mark. With the blockchain processing over 2.5K txs per second, ICP is ahead of most blockchains in scalability. For context, Solana processes 1,285 tx/s and is regarded as one of the fastest Layer 1 chains in the crypto space. In the meantime, 300B total transactions will represent a significant milestone for the platform.

BSCN

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VetKeys transform what's possible on blockchain. Before: Private communications, sealed auctions, secure data storage required trusted third parties or specialized hardware. Now: These applications run fully onchain. For developers: → Simpler architecture (privacy built in) → Stronger decentralization (no intermediaries) → Greater trust (network-enforced guarantees) For users: → Sensitive data stays private → Blockchain transparency and integrity maintained VetKeys are available today on the Internet Computer.
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VetKeys transform what's possible on blockchain. Before: Private communications, sealed auctions, secure data storage required trusted third parties or specialized hardware. Now: These applications run fully onchain. For developers: → Simpler architecture (privacy built in) → Stronger decentralization (no intermediaries) → Greater trust (network-enforced guarantees) For users: → Sensitive data stays private → Blockchain transparency and integrity maintained VetKeys are available today on the Internet Computer.

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Internet Computer dangerously close to hitting 300B transactions... DFINITY Foundation's Internet Computer has now surpassed a MASSIVE 290 billion mainnet transactions, according to Chainspect data. The $ICP network consistently leads Chainspect's scalability rankings and, with it hitting new onchain milestones on what feels like a daily basis, 2026 could be looking strong for the $ICP community...
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Internet Computer dangerously close to hitting 300B transactions... DFINITY Foundation's Internet Computer has now surpassed a MASSIVE 290 billion mainnet transactions, according to Chainspect data. The $ICP network consistently leads Chainspect's scalability rankings and, with it hitting new onchain milestones on what feels like a daily basis, 2026 could be looking strong for the $ICP community...

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🚨 Attention, #ICP Community! This is the most important video about #ICP you'll ever see! This video explains what, why, and how. If you truly believe in the future of $ICP, please spread the word! 🔁 Share this video and let's show the world the power of the #InternetComputer! #ICP #Dfinity #IC #8yearsgang #Internet #Computer
9:13

🚨 Attention, #ICP Community! This is the most important video about #ICP you'll ever see! This video explains what, why, and how. If you truly believe in the future of $ICP, please spread the word! 🔁 Share this video and let's show the world the power of the #InternetComputer! #ICP #Dfinity #IC #8yearsgang #Internet #Computer

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Why Onchain Virtual Machines Limit Crypto? | Weekend Learning ☁️ Sreeram Kannan explains why onchain VMs fall short and how verifiable off-chain compute unlocks the ability to run any program, on any hardware, with cryptograde guarantees. EigenCloud gives you: ✅ Full flexibility of modern cloud platforms ✅ Verifiable off-chain compute returned onchain ✅ Support for real workloads: gaming, social, AI agents and more A cloud where you bring your stack and the chain brings the trust. A cloud you can verify, not just trust.
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Why Onchain Virtual Machines Limit Crypto? | Weekend Learning ☁️ Sreeram Kannan explains why onchain VMs fall short and how verifiable off-chain compute unlocks the ability to run any program, on any hardware, with cryptograde guarantees. EigenCloud gives you: ✅ Full flexibility of modern cloud platforms ✅ Verifiable off-chain compute returned onchain ✅ Support for real workloads: gaming, social, AI agents and more A cloud where you bring your stack and the chain brings the trust. A cloud you can verify, not just trust.

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$EOSE just launched Indensity which is a battery system built specifically for AI data centers that targets ~1 GWh per acre & ~4x the density of traditional storage. It directly addresses the core DC problem which is having steady, dispatchable power to keep GPUs fully utilized so this storage solution helps capture excess generation & releases it during peak compute demand to make sure power supply isn't constant.
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$EOSE just launched Indensity which is a battery system built specifically for AI data centers that targets ~1 GWh per acre & ~4x the density of traditional storage. It directly addresses the core DC problem which is having steady, dispatchable power to keep GPUs fully utilized so this storage solution helps capture excess generation & releases it during peak compute demand to make sure power supply isn't constant.

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Geoffrey Hinton says the current path of scaling is hitting a limit Most high-value data is locked inside companies, and the "free internet" is largely exhausted The solution is for models to generate their own training data through reasoning "that's how AlphaGo beat humans"
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Geoffrey Hinton says the current path of scaling is hitting a limit Most high-value data is locked inside companies, and the "free internet" is largely exhausted The solution is for models to generate their own training data through reasoning "that's how AlphaGo beat humans"

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AI shouldn’t just belong to a few big companies 🤖 OORT | The Data Cloud for Decentralized AI is creating a decentralized AI cloud where your data, storage, and compute help power the next generation of AI , and you get rewarded for it. Global, transparent, and community-driven. Are you ready to join? 🌍⚡ #OORT #DecentralizedAI #Blockchain #Web3 #AICommunity #CryptoTech #DataRevolution #Onchain #Innovation #FutureOfAI

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0:30

ICP Has Hit 294 Billion Transactions... DFINITY Foundation’s Internet Computer officially reaches 294B total transactions, cementing its role as the dominant high-velocity cloud blockchain. Real-time network activity records 910.6 tx/s with a 480ms block time and 0s finality. $ICP average transaction fees remain at a negligible $0.00008845, facilitating the rapid expansion of on-chain enterprise systems and decentralized websites. The protocol currently hosts 673 validators with $506.4M in total stake, securing a fully diluted market cap of $1.16B.

BSCN

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Introducing peaqOS Monetize Turn your idle machines into money makers → A machine registers its idle resources: compute, storage, data, etc. → The networks that buy those resources discover it and connect → Payments settle onchain to the machine's wallet A key step step towards machines being able to sell every good and service they can offer, any time Live now
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Introducing peaqOS Monetize Turn your idle machines into money makers → A machine registers its idle resources: compute, storage, data, etc. → The networks that buy those resources discover it and connect → Payments settle onchain to the machine's wallet A key step step towards machines being able to sell every good and service they can offer, any time Live now

peaq

28,313 görüntüleme • 2 gün önce

ELON: THE FUTURE OF AI IS REAL-TIME VIDEO COMPREHENSION AND GENERATION Elon said most human-AI interaction will soon happen through real-time video, both in understanding and creating it. He explained that while text carries higher information density, video already dominates the internet in both data generation and compute demand: “Most interaction is going to be real-time video with AI, real-time video comprehension and real-time video generation. That’s going to be most of the load, and that’s how it is for most of the internet right now. Most of the internet is video. Text is a pretty small percentage, but it tends to be higher value or more densely compressed information. If you look at the most bits generated and compute spent, it’s certainly going to be video.” Source: Nikhil Kamath
1:05

ELON: THE FUTURE OF AI IS REAL-TIME VIDEO COMPREHENSION AND GENERATION Elon said most human-AI interaction will soon happen through real-time video, both in understanding and creating it. He explained that while text carries higher information density, video already dominates the internet in both data generation and compute demand: “Most interaction is going to be real-time video with AI, real-time video comprehension and real-time video generation. That’s going to be most of the load, and that’s how it is for most of the internet right now. Most of the internet is video. Text is a pretty small percentage, but it tends to be higher value or more densely compressed information. If you look at the most bits generated and compute spent, it’s certainly going to be video.” Source: Nikhil Kamath

Mario Nawfal

15,670 görüntüleme • 8 ay önce

NEWS: BYD has launched its next-generation battery energy storage system. It has a unit capacity of 14.5 MWh, the highest globally to date. The energy storage system achieves an ultra-large capacity of 10 MWh within a space equivalent to a 20-foot container, BYD said. For a 1 GWh storage plant, it will cut the number of required units by more than half, reduce land use by one-third, and trim cell count by 76%, according to the manufacturer. It uses BYD’s self-developed 2,710 Ah Blade Battery cell, which the company claims is the largest energy storage cell in the world. "This next-generation cell delivers three times the capacity of conventional storage batteries, boasts a cycle life of over 10,000 cycles, and reduces the total lifecycle cost per kilowatt-hour to below $0.014 – a milestone that could reshape the economics of large-scale storage." BYD says it can cut project-level levelized costs (LCOS) by 21.7%. For a typical 1 GWh installation, total costs related to equipment procurement, transportation, and installation are expected to drop by around 30%. In addition, BYD has launched its new GC Flux grid-forming inverter solution, which covers the 2.5–10 MW capacity range. According to BYD, the inverter boasts a performance level approximately 38% higher than common industry standards and a maximum power density of 1,474 kW/㎡, which is around 130% above typical values in today’s market. The system provides an overload capacity of up to 3x for 10 seconds and reaches a peak efficiency of 99.35%.
0:44

NEWS: BYD has launched its next-generation battery energy storage system. It has a unit capacity of 14.5 MWh, the highest globally to date. The energy storage system achieves an ultra-large capacity of 10 MWh within a space equivalent to a 20-foot container, BYD said. For a 1 GWh storage plant, it will cut the number of required units by more than half, reduce land use by one-third, and trim cell count by 76%, according to the manufacturer. It uses BYD’s self-developed 2,710 Ah Blade Battery cell, which the company claims is the largest energy storage cell in the world. "This next-generation cell delivers three times the capacity of conventional storage batteries, boasts a cycle life of over 10,000 cycles, and reduces the total lifecycle cost per kilowatt-hour to below $0.014 – a milestone that could reshape the economics of large-scale storage." BYD says it can cut project-level levelized costs (LCOS) by 21.7%. For a typical 1 GWh installation, total costs related to equipment procurement, transportation, and installation are expected to drop by around 30%. In addition, BYD has launched its new GC Flux grid-forming inverter solution, which covers the 2.5–10 MW capacity range. According to BYD, the inverter boasts a performance level approximately 38% higher than common industry standards and a maximum power density of 1,474 kW/㎡, which is around 130% above typical values in today’s market. The system provides an overload capacity of up to 3x for 10 seconds and reaches a peak efficiency of 99.35%.

Sawyer Merritt

384,738 görüntüleme • 10 ay önce

For anyone trying to understand Bittensor from first principles, this lecture is a useful place to start. Presented by Bittensor co-founder const. Learn Bittensor > Start with Bitcoin, distributed systems, incentives, > How Bitcoin leads to Bittensor Subnets coordinating AI infrastructure. Topics: // Start - Bitcoin as more than a digital currency // Risks of AI centralization + closed systems // "The incentive computer" // How Bittensor subnets work (mining, validating) // How distributed AI infrastructure could scale globally // Impact on students, builders & future founders Recorded at the National University of Singapore Computer Science Club. NUS Computing Chapters - Bitcoin, AI, and Bittensor - Bitcoin history and decentralization - AI changes how engineers work - The danger of centralized AI power - Why most crypto visions fail - Bitcoin as the world’s largest compute network - Bitcoin as a market for compute - The idea of an “incentive computer” - Bitcoin compared to Bittensor - Classroom example of decentralized scoring - A simple subnet example - SN62 :: Ridges AI | SN62 SWE agents - SN3 templar :: Distributed AI Training - SN52 lium.io :: GPU rentals on Bittensor 128 subnets, some examples Why this matters for the future of work Q&A Subnet examples mentioned @ SN64 - Serverless + TEE Compute :: Chutes SN8 - Prop firm Vanta Trading SN52 - AutoML :: Gradients SN62 - SWE agents :: Ridges AI | SN62 SN51 - Compute / GPU rental lium.io SN4 - TEE compute for enterprise :: Targon SN3 - 72B Distributed Training run :: templar SN41 - Prediction markets :: Almanac SN44 - Computer Vision Score - Subnet 44 SN68 - Drug discovery :: METANOVA SN18 - Weather Forecasting Zeus | SN 18 SN50 - Bitcoin prediction data :: Synthdata SN61 - Quantum computing :: qBitTensor Labs SN14 - Bitcoin mining pool :: TaoHash SN34 - Perp Dex :: 0xMarkets SN17 - 3D model generation :: 404 SN33 - Data analytics :: ReadyAI SN19 - [Since relaunched] RPC infrastructure :
53:45

For anyone trying to understand Bittensor from first principles, this lecture is a useful place to start. Presented by Bittensor co-founder const. Learn Bittensor > Start with Bitcoin, distributed systems, incentives, > How Bitcoin leads to Bittensor Subnets coordinating AI infrastructure. Topics: // Start - Bitcoin as more than a digital currency // Risks of AI centralization + closed systems // "The incentive computer" // How Bittensor subnets work (mining, validating) // How distributed AI infrastructure could scale globally // Impact on students, builders & future founders Recorded at the National University of Singapore Computer Science Club. NUS Computing Chapters - Bitcoin, AI, and Bittensor - Bitcoin history and decentralization - AI changes how engineers work - The danger of centralized AI power - Why most crypto visions fail - Bitcoin as the world’s largest compute network - Bitcoin as a market for compute - The idea of an “incentive computer” - Bitcoin compared to Bittensor - Classroom example of decentralized scoring - A simple subnet example - SN62 :: Ridges AI | SN62 SWE agents - SN3 templar :: Distributed AI Training - SN52 lium.io :: GPU rentals on Bittensor 128 subnets, some examples Why this matters for the future of work Q&A Subnet examples mentioned @ SN64 - Serverless + TEE Compute :: Chutes SN8 - Prop firm Vanta Trading SN52 - AutoML :: Gradients SN62 - SWE agents :: Ridges AI | SN62 SN51 - Compute / GPU rental lium.io SN4 - TEE compute for enterprise :: Targon SN3 - 72B Distributed Training run :: templar SN41 - Prediction markets :: Almanac SN44 - Computer Vision Score - Subnet 44 SN68 - Drug discovery :: METANOVA SN18 - Weather Forecasting Zeus | SN 18 SN50 - Bitcoin prediction data :: Synthdata SN61 - Quantum computing :: qBitTensor Labs SN14 - Bitcoin mining pool :: TaoHash SN34 - Perp Dex :: 0xMarkets SN17 - 3D model generation :: 404 SN33 - Data analytics :: ReadyAI SN19 - [Since relaunched] RPC infrastructure :

Openτensor Foundaτion

1,173,212 görüntüleme • 4 ay önce

why did we put chaar diwari inside of a bacterium's dna? because a silicon chip can only fit transistors till the size of atoms. however, a single gram of DNA is so dense that theoretically it can store over 200 petabytes of data. DNA is so durable that info on it can survive for hundreds of years at room temperature. tldr; DNA can be silicon chips and even better. and biocompute is early. $3500 per MB, is a cost that most DNA companies put it. mainly because DNA is expensive to make from scratch. but a chemical engineer from BITS Pilani thought what if there's no making it from scratch and we just pick it out of abundant bacteria? at 23, Anagha is chasing the impossible. and all this is happening in a small lab in 1st Block Koramangla, Bengaluru. her cost? $1 per MB. a person who deeply cares. that's what india needs. but she wants to go further, $1 per TB of storage. which is theoretically possible with a 'micro-fluid' drive. beating the cost of existing storage solutions at $5-6 per TB. and hence, to show this one of a kind journey, chaar diwari is now immortalised inside of a bacteria's dna.
1:18

why did we put chaar diwari inside of a bacterium's dna? because a silicon chip can only fit transistors till the size of atoms. however, a single gram of DNA is so dense that theoretically it can store over 200 petabytes of data. DNA is so durable that info on it can survive for hundreds of years at room temperature. tldr; DNA can be silicon chips and even better. and biocompute is early. $3500 per MB, is a cost that most DNA companies put it. mainly because DNA is expensive to make from scratch. but a chemical engineer from BITS Pilani thought what if there's no making it from scratch and we just pick it out of abundant bacteria? at 23, Anagha is chasing the impossible. and all this is happening in a small lab in 1st Block Koramangla, Bengaluru. her cost? $1 per MB. a person who deeply cares. that's what india needs. but she wants to go further, $1 per TB of storage. which is theoretically possible with a 'micro-fluid' drive. beating the cost of existing storage solutions at $5-6 per TB. and hence, to show this one of a kind journey, chaar diwari is now immortalised inside of a bacteria's dna.

vyom

264,045 görüntüleme • 1 ay önce